Profiling Report

Dataset statistics

Number of variables	14
Number of observations	177
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	19.5 KiB
Average record size in memory	112.7 B

Variable types

Categorical	1
Numeric	13

Alerts

`Alcohol` is highly overall correlated with `Class` and 2 other fields	High correlation
`Class` is highly overall correlated with `Alcohol` and 6 other fields	High correlation
`Color intensity` is highly overall correlated with `Alcohol`	High correlation
`Flavanoids` is highly overall correlated with `Class` and 5 other fields	High correlation
`Hue` is highly overall correlated with `Class` and 2 other fields	High correlation
`Magnesium` is highly overall correlated with `Proline`	High correlation
`Malic acid` is highly overall correlated with `Hue`	High correlation
`Nonflavanoid phenols` is highly overall correlated with `Flavanoids`	High correlation
`OD280/OD315 of diluted wines` is highly overall correlated with `Class` and 3 other fields	High correlation
`Proanthocyanins` is highly overall correlated with `Class` and 3 other fields	High correlation
`Proline` is highly overall correlated with `Alcohol` and 2 other fields	High correlation
`Total phenols` is highly overall correlated with `Class` and 3 other fields	High correlation

Reproduction

Analysis started	2023-12-07 05:33:09.860640
Analysis finished	2023-12-07 05:33:21.881111
Duration	12.02 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Class
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	10.2 KiB

2	71
1	58
3	48

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	177
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Most occurring characters

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	71	40.1%
1	58	32.8%
3	48	27.1%

Alcohol
Real number (ℝ)

HIGH CORRELATION

Distinct	125
Distinct (%)	70.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.993672

Minimum	11.03
Maximum	14.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	11.03
5-th percentile	11.658
Q1	12.36
median	13.05
Q3	13.67
95-th percentile	14.22
Maximum	14.83
Range	3.8
Interquartile range (IQR)	1.31

Descriptive statistics

Standard deviation	0.80880844
Coefficient of variation (CV)	0.062246332
Kurtosis	-0.84014629
Mean	12.993672
Median Absolute Deviation (MAD)	0.68
Skewness	-0.046483486
Sum	2299.88
Variance	0.6541711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.05	6	3.4%
12.37	6	3.4%
12.08	5	2.8%
12.29	4	2.3%
12.25	3	1.7%
12	3	1.7%
12.42	3	1.7%
12.51	2	1.1%
13.73	2	1.1%
13.58	2	1.1%
Other values (115)	141	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.03	1	0.6%
11.41	1	0.6%
11.45	1	0.6%
11.46	1	0.6%
11.56	1	0.6%
11.61	1	0.6%
11.62	1	0.6%
11.64	1	0.6%
11.65	1	0.6%
11.66	1	0.6%

Value	Count	Frequency (%)
14.83	1	0.6%
14.75	1	0.6%
14.39	1	0.6%
14.38	2	1.1%
14.37	1	0.6%
14.34	1	0.6%
14.3	1	0.6%
14.22	2	1.1%
14.21	1	0.6%
14.2	1	0.6%

Malic acid
Real number (ℝ)

HIGH CORRELATION

Distinct	133
Distinct (%)	75.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.339887

Minimum	0.74
Maximum	5.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.74
5-th percentile	1.058
Q1	1.6
median	1.87
Q3	3.1
95-th percentile	4.464
Maximum	5.8
Range	5.06
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.1193144
Coefficient of variation (CV)	0.47836259
Kurtosis	0.27858088
Mean	2.339887
Median Absolute Deviation (MAD)	0.52
Skewness	1.0309746
Sum	414.16
Variance	1.2528648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.73	7	4.0%
1.67	4	2.3%
1.81	4	2.3%
1.9	3	1.7%
1.68	3	1.7%
1.53	3	1.7%
1.51	3	1.7%
1.35	3	1.7%
1.61	3	1.7%
1.5	2	1.1%
Other values (123)	142	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.74	1	0.6%
0.89	1	0.6%
0.9	1	0.6%
0.92	1	0.6%
0.94	2	1.1%
0.98	1	0.6%
0.99	1	0.6%
1.01	1	0.6%
1.07	1	0.6%
1.09	1	0.6%

Value	Count	Frequency (%)
5.8	1	0.6%
5.65	1	0.6%
5.51	1	0.6%
5.19	1	0.6%
5.04	1	0.6%
4.95	1	0.6%
4.72	1	0.6%
4.61	1	0.6%
4.6	1	0.6%
4.43	1	0.6%

Ash
Real number (ℝ)

Distinct	78
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3661582

Minimum	1.36
Maximum	3.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.36
5-th percentile	1.92
Q1	2.21
median	2.36
Q3	2.56
95-th percentile	2.742
Maximum	3.23
Range	1.87
Interquartile range (IQR)	0.35

Descriptive statistics

Standard deviation	0.27508044
Coefficient of variation (CV)	0.11625615
Kurtosis	1.1223747
Mean	2.3661582
Median Absolute Deviation (MAD)	0.16
Skewness	-0.17240561
Sum	418.81
Variance	0.075669248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.28	7	4.0%
2.3	7	4.0%
2.7	6	3.4%
2.32	6	3.4%
2.36	6	3.4%
2.2	5	2.8%
2.38	5	2.8%
2.48	5	2.8%
2.1	4	2.3%
2.4	4	2.3%
Other values (68)	122	68.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.36	1	0.6%
1.7	2	1.1%
1.71	1	0.6%
1.75	1	0.6%
1.82	1	0.6%
1.88	1	0.6%
1.9	1	0.6%
1.92	3	1.7%
1.94	1	0.6%
1.95	1	0.6%

Value	Count	Frequency (%)
3.23	1	0.6%
3.22	1	0.6%
2.92	1	0.6%
2.87	1	0.6%
2.86	1	0.6%
2.84	1	0.6%
2.8	1	0.6%
2.78	1	0.6%
2.75	1	0.6%
2.74	2	1.1%

Alcalinity of ash
Real number (ℝ)

Distinct	62
Distinct (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.516949

Minimum	10.6
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	10.6
5-th percentile	14.76
Q1	17.2
median	19.5
Q3	21.5
95-th percentile	25
Maximum	30
Range	19.4
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	3.3360711
Coefficient of variation (CV)	0.170932
Kurtosis	0.50667253
Mean	19.516949
Median Absolute Deviation (MAD)	2
Skewness	0.20407561
Sum	3454.5
Variance	11.12937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	15	8.5%
16	11	6.2%
21	11	6.2%
18	10	5.6%
19	9	5.1%
21.5	8	4.5%
19.5	7	4.0%
18.5	7	4.0%
22.5	7	4.0%
22	7	4.0%
Other values (52)	85	48.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.6	1	0.6%
11.2	1	0.6%
11.4	1	0.6%
12	1	0.6%
12.4	1	0.6%
13.2	1	0.6%
14	2	1.1%
14.6	1	0.6%
14.8	1	0.6%
15	2	1.1%

Value	Count	Frequency (%)
30	1	0.6%
28.5	2	1.1%
27	1	0.6%
26.5	1	0.6%
26	1	0.6%
25.5	1	0.6%
25	5	2.8%
24.5	3	1.7%
24	5	2.8%
23.6	1	0.6%

Magnesium
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.587571

Minimum	70
Maximum	162
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	70
5-th percentile	80.8
Q1	88
median	98
Q3	107
95-th percentile	123.2
Maximum	162
Range	92
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.174018
Coefficient of variation (CV)	0.14232718
Kurtosis	2.2643344
Mean	99.587571
Median Absolute Deviation (MAD)	10
Skewness	1.1221477
Sum	17627
Variance	200.9028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	13	7.3%
86	11	6.2%
98	9	5.1%
101	9	5.1%
96	8	4.5%
102	7	4.0%
112	6	3.4%
85	6	3.4%
94	6	3.4%
92	5	2.8%
Other values (42)	97	54.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	0.6%
78	3	1.7%
80	5	2.8%
81	1	0.6%
82	1	0.6%
84	3	1.7%
85	6	3.4%
86	11	6.2%
87	3	1.7%
88	13	7.3%

Value	Count	Frequency (%)
162	1	0.6%
151	1	0.6%
139	1	0.6%
136	1	0.6%
134	1	0.6%
132	1	0.6%
128	1	0.6%
126	1	0.6%
124	1	0.6%
123	1	0.6%

Total phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	54.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2922599

Minimum	0.98
Maximum	3.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.98
5-th percentile	1.38
Q1	1.74
median	2.35
Q3	2.8
95-th percentile	3.276
Maximum	3.88
Range	2.9
Interquartile range (IQR)	1.06

Descriptive statistics

Standard deviation	0.62646508
Coefficient of variation (CV)	0.27329584
Kurtosis	-0.83241828
Mean	2.2922599
Median Absolute Deviation (MAD)	0.51
Skewness	0.097688265
Sum	405.73
Variance	0.3924585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.2	8	4.5%
3	6	3.4%
2.6	6	3.4%
2	5	2.8%
2.8	5	2.8%
2.95	5	2.8%
2.85	4	2.3%
2.45	4	2.3%
1.65	4	2.3%
1.38	4	2.3%
Other values (87)	126	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.98	1	0.6%
1.1	1	0.6%
1.15	1	0.6%
1.25	1	0.6%
1.28	1	0.6%
1.3	1	0.6%
1.35	1	0.6%
1.38	4	2.3%
1.39	2	1.1%
1.4	2	1.1%

Value	Count	Frequency (%)
3.88	1	0.6%
3.85	1	0.6%
3.52	1	0.6%
3.5	1	0.6%
3.4	1	0.6%
3.38	1	0.6%
3.3	3	1.7%
3.27	1	0.6%
3.25	2	1.1%
3.2	1	0.6%

Flavanoids
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0234463

Minimum	0.34
Maximum	5.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.34
5-th percentile	0.544
Q1	1.2
median	2.13
Q3	2.86
95-th percentile	3.5
Maximum	5.08
Range	4.74
Interquartile range (IQR)	1.66

Descriptive statistics

Standard deviation	0.99865762
Coefficient of variation (CV)	0.49354292
Kurtosis	-0.87216456
Mean	2.0234463
Median Absolute Deviation (MAD)	0.83
Skewness	0.036879791
Sum	358.15
Variance	0.99731703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.65	4	2.3%
2.03	3	1.7%
2.68	3	1.7%
0.58	3	1.7%
0.6	3	1.7%
1.25	3	1.7%
2.79	2	1.1%
1.09	2	1.1%
1.75	2	1.1%
1.69	2	1.1%
Other values (121)	150	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.34	1	0.6%
0.47	2	1.1%
0.48	1	0.6%
0.49	1	0.6%
0.5	2	1.1%
0.51	1	0.6%
0.52	1	0.6%
0.55	1	0.6%
0.56	1	0.6%
0.57	1	0.6%

Value	Count	Frequency (%)
5.08	1	0.6%
3.93	1	0.6%
3.75	1	0.6%
3.74	1	0.6%
3.69	1	0.6%
3.67	1	0.6%
3.64	1	0.6%
3.56	1	0.6%
3.54	1	0.6%
3.49	1	0.6%

Nonflavanoid phenols
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36231638

Minimum	0.13
Maximum	0.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.13
5-th percentile	0.19
Q1	0.27
median	0.34
Q3	0.44
95-th percentile	0.6
Maximum	0.66
Range	0.53
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.12465293
Coefficient of variation (CV)	0.34404443
Kurtosis	-0.64669127
Mean	0.36231638
Median Absolute Deviation (MAD)	0.09
Skewness	0.44093698
Sum	64.13
Variance	0.015538354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.26	11	6.2%
0.43	11	6.2%
0.29	10	5.6%
0.32	9	5.1%
0.27	8	4.5%
0.34	8	4.5%
0.4	8	4.5%
0.3	8	4.5%
0.37	8	4.5%
0.24	7	4.0%
Other values (29)	89	50.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.13	1	0.6%
0.14	2	1.1%
0.17	5	2.8%
0.19	2	1.1%
0.2	2	1.1%
0.21	6	3.4%
0.22	6	3.4%
0.24	7	4.0%
0.25	2	1.1%
0.26	11	6.2%

Value	Count	Frequency (%)
0.66	1	0.6%
0.63	4	2.3%
0.61	3	1.7%
0.6	3	1.7%
0.58	3	1.7%
0.56	1	0.6%
0.55	1	0.6%
0.53	7	4.0%
0.52	5	2.8%
0.5	5	2.8%

Proanthocyanins
Real number (ℝ)

HIGH CORRELATION

Distinct	101
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5869492

Minimum	0.41
Maximum	3.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.41
5-th percentile	0.73
Q1	1.25
median	1.55
Q3	1.95
95-th percentile	2.712
Maximum	3.58
Range	3.17
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.57154472
Coefficient of variation (CV)	0.36015314
Kurtosis	0.59786217
Mean	1.5869492
Median Absolute Deviation (MAD)	0.37
Skewness	0.53278674
Sum	280.89
Variance	0.32666337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.35	9	5.1%
1.46	7	4.0%
1.87	6	3.4%
1.25	5	2.8%
1.66	4	2.3%
1.56	4	2.3%
2.08	4	2.3%
1.98	4	2.3%
1.77	3	1.7%
1.4	3	1.7%
Other values (91)	128	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.41	1	0.6%
0.42	2	1.1%
0.55	1	0.6%
0.62	1	0.6%
0.64	2	1.1%
0.68	1	0.6%
0.73	2	1.1%
0.75	1	0.6%
0.8	2	1.1%
0.81	1	0.6%

Value	Count	Frequency (%)
3.58	1	0.6%
3.28	1	0.6%
2.96	1	0.6%
2.91	2	1.1%
2.81	3	1.7%
2.76	1	0.6%
2.7	1	0.6%
2.5	1	0.6%
2.49	1	0.6%
2.45	1	0.6%

Color intensity
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0548023

Minimum	1.28
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.28
5-th percentile	2.112
Q1	3.21
median	4.68
Q3	6.2
95-th percentile	9.604
Maximum	13
Range	11.72
Interquartile range (IQR)	2.99

Descriptive statistics

Standard deviation	2.3244464
Coefficient of variation (CV)	0.45984913
Kurtosis	0.36993779
Mean	5.0548023
Median Absolute Deviation (MAD)	1.52
Skewness	0.87085005
Sum	894.7
Variance	5.4030512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.8	4	2.3%
2.6	4	2.3%
4.6	4	2.3%
3.4	3	1.7%
4.5	3	1.7%
5.4	3	1.7%
5.6	3	1.7%
5	3	1.7%
3.05	3	1.7%
5.7	3	1.7%
Other values (121)	144	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.28	1	0.6%
1.74	1	0.6%
1.9	1	0.6%
1.95	2	1.1%
2	1	0.6%
2.06	2	1.1%
2.08	1	0.6%
2.12	1	0.6%
2.15	1	0.6%
2.2	1	0.6%

Value	Count	Frequency (%)
13	1	0.6%
11.75	1	0.6%
10.8	1	0.6%
10.68	1	0.6%
10.52	1	0.6%
10.26	1	0.6%
10.2	1	0.6%
9.899999	1	0.6%
9.7	1	0.6%
9.58	1	0.6%

Hue
Real number (ℝ)

HIGH CORRELATION

Distinct	78
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95698305

Minimum	0.48
Maximum	1.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.48
5-th percentile	0.57
Q1	0.78
median	0.96
Q3	1.12
95-th percentile	1.286
Maximum	1.71
Range	1.23
Interquartile range (IQR)	0.34

Descriptive statistics

Standard deviation	0.22913505
Coefficient of variation (CV)	0.2394348
Kurtosis	-0.35507479
Mean	0.95698305
Median Absolute Deviation (MAD)	0.16
Skewness	0.026963707
Sum	169.386
Variance	0.052502869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.04	7	4.0%
1.23	7	4.0%
1.12	6	3.4%
0.57	5	2.8%
0.89	5	2.8%
0.96	5	2.8%
1.25	5	2.8%
1.05	4	2.3%
0.75	4	2.3%
1.19	4	2.3%
Other values (68)	125	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.48	1	0.6%
0.54	1	0.6%
0.55	1	0.6%
0.56	2	1.1%
0.57	5	2.8%
0.58	2	1.1%
0.59	2	1.1%
0.6	3	1.7%
0.61	2	1.1%
0.62	1	0.6%

Value	Count	Frequency (%)
1.71	1	0.6%
1.45	1	0.6%
1.42	1	0.6%
1.38	1	0.6%
1.36	2	1.1%
1.33	1	0.6%
1.31	2	1.1%
1.28	2	1.1%
1.27	1	0.6%
1.25	5	2.8%

OD280/OD315 of diluted wines
Real number (ℝ)

HIGH CORRELATION

Distinct	121
Distinct (%)	68.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6042938

Minimum	1.27
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.27
5-th percentile	1.46
Q1	1.93
median	2.78
Q3	3.17
95-th percentile	3.572
Maximum	4
Range	2.73
Interquartile range (IQR)	1.24

Descriptive statistics

Standard deviation	0.7051029
Coefficient of variation (CV)	0.2707463
Kurtosis	-1.1039183
Mean	2.6042938
Median Absolute Deviation (MAD)	0.52
Skewness	-0.32042445
Sum	460.96
Variance	0.4971701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.87	5	2.8%
3	4	2.3%
2.78	4	2.3%
1.82	4	2.3%
2.31	3	1.7%
2.77	3	1.7%
3.17	3	1.7%
2.96	3	1.7%
3.33	3	1.7%
1.56	3	1.7%
Other values (111)	142	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.27	1	0.6%
1.29	2	1.1%
1.3	1	0.6%
1.33	3	1.7%
1.36	1	0.6%
1.42	1	0.6%
1.47	1	0.6%
1.48	1	0.6%
1.51	2	1.1%
1.55	1	0.6%

Value	Count	Frequency (%)
4	1	0.6%
3.82	1	0.6%
3.71	1	0.6%
3.69	1	0.6%
3.64	1	0.6%
3.63	1	0.6%
3.59	1	0.6%
3.58	2	1.1%
3.57	1	0.6%
3.56	1	0.6%

Proline
Real number (ℝ)

HIGH CORRELATION

Distinct	121
Distinct (%)	68.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	745.09605

Minimum	278
Maximum	1680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	278
5-th percentile	354.4
Q1	500
median	672
Q3	985
95-th percentile	1298
Maximum	1680
Range	1402
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	314.88405
Coefficient of variation (CV)	0.42260867
Kurtosis	-0.2194105
Mean	745.09605
Median Absolute Deviation (MAD)	200
Skewness	0.78379985
Sum	131882
Variance	99151.962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
520	5	2.8%
680	5	2.8%
625	4	2.3%
630	4	2.3%
750	4	2.3%
660	3	1.7%
450	3	1.7%
510	3	1.7%
1035	3	1.7%
480	3	1.7%
Other values (111)	140	79.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
278	1	0.6%
290	1	0.6%
312	1	0.6%
315	1	0.6%
325	1	0.6%
342	1	0.6%
345	2	1.1%
352	1	0.6%
355	1	0.6%
365	1	0.6%

Value	Count	Frequency (%)
1680	1	0.6%
1547	1	0.6%
1515	1	0.6%
1510	1	0.6%
1480	1	0.6%
1450	1	0.6%
1375	1	0.6%
1320	1	0.6%
1310	1	0.6%
1295	1	0.6%

Auto

Heatmap
Table

	Alcalinity of ash	Alcohol	Ash	Class	Color intensity	Flavanoids	Hue	Magnesium	Malic acid	Nonflavanoid phenols	OD280/OD315 of diluted wines	Proanthocyanins	Proline	Total phenols
Alcalinity of ash	1.000	-0.297	0.373	0.378	-0.071	-0.438	-0.352	-0.159	0.304	0.387	-0.317	-0.245	-0.451	-0.372
Alcohol	-0.297	1.000	0.242	0.579	0.636	0.286	-0.028	0.357	0.146	-0.158	0.089	0.183	0.630	0.305
Ash	0.373	0.242	1.000	0.222	0.283	0.076	-0.052	0.361	0.233	0.148	-0.012	0.022	0.251	0.130
Class	0.378	0.579	0.222	1.000	0.138	-0.855	-0.619	-0.241	0.348	0.473	-0.742	-0.568	-0.570	-0.726
Color intensity	-0.071	0.636	0.283	0.138	1.000	-0.050	-0.421	0.355	0.292	0.062	-0.326	-0.037	0.456	0.007
Flavanoids	-0.438	0.286	0.076	-0.855	-0.050	1.000	0.537	0.225	-0.325	-0.544	0.740	0.729	0.423	0.879
Hue	-0.352	-0.028	-0.052	-0.619	-0.421	0.537	1.000	0.033	-0.561	-0.268	0.487	0.342	0.205	0.440
Magnesium	-0.159	0.357	0.361	-0.241	0.355	0.225	0.033	1.000	0.085	-0.233	0.042	0.163	0.504	0.240
Malic acid	0.304	0.146	0.233	0.348	0.292	-0.325	-0.561	0.085	1.000	0.255	-0.254	-0.243	-0.055	-0.280
Nonflavanoid phenols	0.387	-0.158	0.148	0.473	0.062	-0.544	-0.268	-0.233	0.255	1.000	-0.494	-0.383	-0.267	-0.447
OD280/OD315 of diluted wines	-0.317	0.089	-0.012	-0.742	-0.326	0.740	0.487	0.042	-0.254	-0.494	1.000	0.549	0.245	0.687
Proanthocyanins	-0.245	0.183	0.022	-0.568	-0.037	0.729	0.342	0.163	-0.243	-0.383	0.549	1.000	0.302	0.666
Proline	-0.451	0.630	0.251	-0.570	0.456	0.423	0.205	0.504	-0.055	-0.267	0.245	0.302	1.000	0.415
Total phenols	-0.372	0.305	0.130	-0.726	0.007	0.879	0.440	0.240	-0.280	-0.447	0.687	0.666	0.415	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Class	Alcohol	Malic acid	Ash	Alcalinity of ash	Magnesium	Total phenols	Flavanoids	Nonflavanoid phenols	Proanthocyanins	Color intensity	Hue	OD280/OD315 of diluted wines	Proline
0	1	13.20	1.78	2.14	11.2	100	2.65	2.76	0.26	1.28	4.38	1.05	3.40	1050
1	1	13.16	2.36	2.67	18.6	101	2.80	3.24	0.30	2.81	5.68	1.03	3.17	1185
2	1	14.37	1.95	2.50	16.8	113	3.85	3.49	0.24	2.18	7.80	0.86	3.45	1480
3	1	13.24	2.59	2.87	21.0	118	2.80	2.69	0.39	1.82	4.32	1.04	2.93	735
4	1	14.20	1.76	2.45	15.2	112	3.27	3.39	0.34	1.97	6.75	1.05	2.85	1450
5	1	14.39	1.87	2.45	14.6	96	2.50	2.52	0.30	1.98	5.25	1.02	3.58	1290
6	1	14.06	2.15	2.61	17.6	121	2.60	2.51	0.31	1.25	5.05	1.06	3.58	1295
7	1	14.83	1.64	2.17	14.0	97	2.80	2.98	0.29	1.98	5.20	1.08	2.85	1045
8	1	13.86	1.35	2.27	16.0	98	2.98	3.15	0.22	1.85	7.22	1.01	3.55	1045
9	1	14.10	2.16	2.30	18.0	105	2.95	3.32	0.22	2.38	5.75	1.25	3.17	1510

	Class	Alcohol	Malic acid	Ash	Alcalinity of ash	Magnesium	Total phenols	Flavanoids	Nonflavanoid phenols	Proanthocyanins	Color intensity	Hue	OD280/OD315 of diluted wines	Proline
167	3	13.58	2.58	2.69	24.5	105	1.55	0.84	0.39	1.54	8.660000	0.74	1.80	750
168	3	13.40	4.60	2.86	25.0	112	1.98	0.96	0.27	1.11	8.500000	0.67	1.92	630
169	3	12.20	3.03	2.32	19.0	96	1.25	0.49	0.40	0.73	5.500000	0.66	1.83	510
170	3	12.77	2.39	2.28	19.5	86	1.39	0.51	0.48	0.64	9.899999	0.57	1.63	470
171	3	14.16	2.51	2.48	20.0	91	1.68	0.70	0.44	1.24	9.700000	0.62	1.71	660
172	3	13.71	5.65	2.45	20.5	95	1.68	0.61	0.52	1.06	7.700000	0.64	1.74	740
173	3	13.40	3.91	2.48	23.0	102	1.80	0.75	0.43	1.41	7.300000	0.70	1.56	750
174	3	13.27	4.28	2.26	20.0	120	1.59	0.69	0.43	1.35	10.200000	0.59	1.56	835
175	3	13.17	2.59	2.37	20.0	120	1.65	0.68	0.53	1.46	9.300000	0.60	1.62	840
176	3	14.13	4.10	2.74	24.5	96	2.05	0.76	0.56	1.35	9.200000	0.61	1.60	560

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample